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SCW.AI

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uuid00qewhm

Namestring
SCW.AI
Legal namestring
Supply Chain Wizard LLC
Websiteurl
scw.ai
Company typeenum
Private
Founded yearint
2022
Descriptiontext

SCW.AI (legal entity: Supply Chain Wizard LLC) is a cloud-based digital factory platform provider focused on pharmaceutical and broader manufacturing customers. The platform is organized around four solution categories — Monitoring (OEE Tracker, Labor Tracker, Asset Tracker), Execution (Action Tracker, Digital Forms), Compliance (GMP-compliant Digital Logbook), and Planning (AI Scheduler) — augmented by an AI Hub (predictive maintenance, generative AI for training content, computer vision for quality) and an IoT Hub (sensors, RFID, Bluetooth, WiFi, Modbus PLC integration). The company integrates with ERP, MES, and LIMS systems to provide end-to-end shop-floor digitalization, with claimed customer outcomes including up to 85% reduction in data entry time, 40% reduction in changeover time, and 30% reduction in unplanned downtime.

The company was founded by Evren Ozkaya, Ph.D., a former Sandoz (Novartis) supply chain transformation leader and McKinsey consultant, and is headquartered in Atlanta with additional offices in Berlin and Izmir. SCW.AI is privately held and founder-controlled, with no recorded venture capital or private equity funding disclosed in the source material, and it carries ISO 9001 and ISO/IEC 27001 certifications awarded in December 2022. Headcount sits at 51–100 employees, and the customer base includes marquee pharmaceutical manufacturers (Novo Nordisk, Mallinckrodt, Lannett, Menarini, Hikma, Kenvue, Cipla) and adjacent industrial customers (Kordsa, Axon, BP, Titan), alongside CDMOs such as Simtra BioPharma Solutions.

Revenue is generated through a quote-based enterprise SaaS subscription model, with modular pricing that lets customers subscribe to individual products (OEE Tracker, AI Scheduler, Digital Logbook, etc.) without upfront hardware investment. Distribution is exclusively direct enterprise field sales, supported by thought-leadership content marketing (SCW for Pharma podcast, blog, eBooks, ROI calculator) and active trade show participation in pharmaceutical and Pharma 4.0 events. The primary customer segment is pharmaceutical manufacturers facing low OEE (industry average 35–37%), heavy documentation burden, and regulatory pressure under cGMP, FDA, and ALCOA+ requirements.

Short descriptiontext

SCW.AI (Supply Chain Wizard LLC) provides a cloud-based Digital Factory Platform — OEE, Labor, Asset tracking, AI Scheduler, GMP-compliant Digital Logbook, and IoT/AI hubs — to pharmaceutical and industrial manufacturers globally, sold via direct enterprise SaaS subscriptions.

Operating statusenum
Operating
Ownership categoryenum
Headcount rangeband
11–50
akta.pro rankint
HeadquartersAtlanta, United States
HQ citystring
Atlanta
HQ countrystring
United States
HQ regionstring
North America
Markets served

Serves global market

Offices3 records

Each record includes

City, Country, Type, Description, Source

Keyword5 values
manufacturing execution software, digital factory platform, OEE tracking software, pharma 4.0 solutions, GMP compliance software
Industry1 code
1Industrial Automation Software (SCADA, HMI, MES, Historian)
CodeIMAHAHAJPrimaryYes
NAICS code1 code
  • Software Publishers513210
SIC code1 code
  • Services-Computer Integrated Systems Design7373
Product category
Manufacturing Execution Software
GTM motion2 records

Each record includes

Type, Description, Source

Revenue model1 record
1SaaS Subscription
TypeSubscription Recurring
Description

Cloud-based subscription model for Digital Factory Platform access. Pay-as-you-go mentality with no requirement for hardware investment, data centers, or IT infrastructure. Customers subscribe to specific modules (OEE Tracker, Labor Tracker, Scheduler, etc.) and scale up as needed.

scw.ai
Marketing channels10 records

Each record includes

Title, Type, Stage, Description, Source

Distribution channels1 record

Each record includes

Title, Type, Scope, Target buyer, Description, Source

Cost components5 values
Technology or R&D, Personnel, Marketing or Sales, Infrastructure, Operations
Pricing details1 tier
1Enterprise SaaS subscription with modular pricing
ModelSubscriptionBilling cadenceAnnual
Notes

Quote-based / Not publicly disclosed. Platform is offered as cloud-based subscription with flexible modules that can be upgraded or downgraded based on customer needs. Annual and monthly billing options available.

scw.ai
GTM typeB2B
B2B
Offering typeSoftware
Software
Core offering1 text field

SCW.AI sells a cloud-based Digital Factory Platform that delivers end-to-end manufacturing digitalization for pharmaceutical and discrete manufacturers. The platform consists of modular solutions — OEE Tracker, Labor Tracker, Asset Tracker, AI Scheduler, Digital Logbook, Action Tracker, and Digital Forms — supported by an AI Hub and IoT Hub, sold as a SaaS subscription that requires no hardware investment and integrates with existing ERP/MES/LIMS systems.

Differentiator
Functional benefit
Problem solved
Quantifiable outcome1 of 6 values shown
  • Production cost reduction up to 50%
+5 more records
Product overview1 text field

SCW.AI offers a cloud-based Digital Factory Platform—a unified platform-plus-modules architecture that provides end-to-end manufacturing digitalization. The core platform is organized into four solution categories (Monitoring, Execution, Compliance, Planning) plus two specialized hubs (AI Hub, IoT Hub). The Monitoring suite includes OEE Tracker, Labor Tracker, and Asset Tracker. Execution is handled by Action Tracker and Digital Forms. Compliance is addressed through the GMP-compliant Digital Logbook. Planning is served by the AI-powered Scheduler. The AI Hub provides AI-driven automation for predictive maintenance, scheduling optimization, and generative AI capabilities. The IoT Hub enables automated shop-floor data collection via sensors and connected devices. All modules share a unified data architecture and can integrate with ERP/MES/LIMS systems for cohesive workflows.

Product and service10 records
1Digital Factory Platform
CategoryManufacturing Execution Platform
Description

Next-generation cloud-based end-to-end digital factory platform for self-driving supply chain, bundling Monitoring (OEE, Labor, Asset trackers), Execution (Action Tracker, Digital Forms), Compliance (Digital Logbook), Planning (AI Scheduler), and the AI/IoT Hubs into a unified subscription. Targets enterprise pharmaceutical and discrete manufacturers seeking transformational Year-1 outcomes.

2OEE Tracker
CategoryMonitoring / OEE Software
Description

Real-time Overall Equipment Effectiveness (OEE) monitoring and analytics module for manufacturing lines, with waterfall analysis, global/site/line/station dashboards, and changeover reports. Designed for plant managers, continuous improvement teams, and operations leadership at pharmaceutical and discrete manufacturers.

3Labor Tracker
CategoryMonitoring / Labor Productivity Software
Description

Real-time labor monitoring and utilization tracking module with skill matrix, weekly hours reporting, and check-in visualization on factory floor plans. Enables optimal labor scheduling, line balancing, and tailored training for manufacturing supervisors and plant managers.

4Asset Tracker
CategoryMonitoring / Asset Management Software
Description

Digital real-time tracking module for shop-floor equipment and assets, monitoring status, maintenance activities, and integrating with production tracking for comprehensive operational visibility. Targeted at maintenance and reliability teams in manufacturing facilities.

5AI Scheduler
CategoryPlanning / Production Scheduling Software
Description

AI-powered production scheduling optimization that automates job shop scheduling for scenarios including JIT delivery, changeover minimization, OTIF maximization, and cost minimization. Optimizes production line and staff schedules; targets production planners and operations managers in manufacturing enterprises.

6Digital Logbook
CategoryCompliance / GMP Documentation Software
Description

GMP-compliant digital documentation solution for pharmaceutical manufacturers that replaces paper-based room logs with a smart digital interface, including automatic calculations, conditional workflows, IoT device integration, and ERP/MES/LIMS integration. Reduces data entry time by up to 85% while ensuring ALCOA+ data integrity. Built for pharma QA, regulatory affairs, and shop-floor operators.

7Digital Forms
CategoryExecution / Shop Floor Software
Description

Custom form design platform for digitally collecting shop-floor data, replacing paper-based SOPs with digital checklists, integrated documents, images, and instructional videos. Enables standardization of operational procedures on the shop floor.

8Action Tracker
CategoryExecution / Issue Management Software
Description

AI-enhanced issue and action management solution for shop floor problem identification and resolution, replacing paper-based SQCDP meetings with digital task assignment, deadline tracking, and real-time notifications. Integrates with ERP/MES systems for continuous improvement workflows.

9AI Hub
CategoryAI Automation Module
Description

Add-on module that instantly automates different shop-floor tasks using AI, including predictive maintenance, AI-driven scheduling, digital twins, generative AI for training material, and machine learning models for manufacturing optimization.

10IoT Hub
CategoryIoT Connectivity Module
Description

Add-on module that automatically collects shop-floor data via advanced IoT technology — sensors, smart devices, RFID, Bluetooth, and WiFi — delivering machine, production, and labor data into the Digital Factory Platform.

Scale indicator10 records

Each record includes

Type, Value, Description, Source

Partnership4 partners
Strategic tierCoreTypeStrategic or Co-development PartnerAnnounced on2026-05-19
Description

Co-innovation partnership to digitize manufacturing operations at Simtra's Bloomington facility. SCW.AI's Digital Factory solutions are being implemented to enhance operational visibility, OEE tracking, and production optimization for Simtra's pharmaceutical manufacturing operations.

Strategic tierCoreTypeImplementation/ SI/ Consulting PartnerAnnounced on2026-04-14
Description

Strategic partnership integrating SCW.AI's Digital Factory Platform with PharmaPhixx's nationwide network of over 30 expert engineers. Provides pharmaceutical manufacturers with real-time visibility backed by rapid operational support. Enables faster deployment across multiple sites, real-time repair/maintenance service requests embedded in SCW.AI interface, and U.S.-based technicians available on-site within 48 hours.

Strategic tierMajorTypeStrategic or Co-development PartnerAnnounced on2025-08-01
Description

Partnership to launch a data-driven 503B manufacturing facility in Birmingham, Alabama. SCW.AI provides digital factory technology and expertise to support the new facility's operational excellence and compliance requirements.

Strategic tierMinorTypeStrategic or Co-development Partner
Description

Collaborative content partnership producing joint article on 'Securing Europe's Medicine Supply: Can Factory Modernization Deliver Supply Resilience Under the Critical Medicines Act?' addressing EU pharmaceutical supply chain challenges.

Recent move6 records

Each record includes

Date, Type, Title, Description, Source

Expansion highlight6 records

Each record includes

Type, Description

Peers10 records
TypeBroad incumbent
Description

Siemens Opcenter / SIMATIC IT is a long-established MES suite within Siemens Xcelerator portfolio. Comparable as the incumbent alternative for buyers evaluating SCW.AI, though typically bundled with broader Siemens automation stacks rather than deployed as a standalone cloud SaaS.

TypeBroad incumbent
Description

AVEVA offers a broad industrial software portfolio including MES, historian, and unified supply chain modules used by large manufacturers. Comparable as a broader incumbent alternative to SCW.AI's MES-adjacent stack, particularly in process manufacturing.

TypeDirect peer
Description

Sight Machine is a manufacturing analytics platform that turns plant-floor data into real-time production analytics and OEE visibility. It is the closest direct peer to SCW.AI's factory-analytics positioning, with overlapping buyer personas (operations and continuous improvement leaders) and similar cloud-based data ingestion model.

TypeDirect peer
Description

MachineMetrics provides real-time OEE, machine monitoring, and predictive analytics for discrete manufacturers via an IoT + SaaS stack. Directly comparable to SCW.AI's OEE Tracker and IoT Hub combination, especially in pharma-adjacent industrial verticals.

TypeDirect peer
Description

Tulip offers a frontline operations platform combining connected operator apps, machine connectivity, and no-code app building for manufacturers. Highly comparable to SCW.AI's combination of Digital Forms, Action Tracker, and IoT Hub, with overlap in life-sciences customers.

TypeDirect peer
Description

Critical Manufacturing provides a MES specifically designed for regulated industries including pharmaceuticals, semiconductors, and medical devices. The most direct regulated-MES competitor to SCW.AI's pharma compliance and planning stack.

TypeEmerging player
Description

Poka is a connected-worker platform that digitizes SOPs, training, and frontline knowledge sharing in manufacturing. Closely comparable to SCW.AI's Digital Forms, Digital Logbook, and training-related capabilities in pharma and discrete manufacturing.

TypeEmerging player
Description

Augury applies AI to machine health and process optimization for industrial equipment, predicting failures and yield issues. Adjacent to SCW.AI's predictive maintenance and AI Hub, though Augury focuses on asset-condition rather than full factory operations.

TypeDirect peer
Description

Bright Machines delivers software-defined manufacturing and AI-driven factory analytics, combining MES-like functionality with intelligent automation. Comparable in offering a software-led digital factory platform with analytics and orchestration capabilities.

TypeDirect peer
Description

Litmus provides an industrial edge / unified namespace platform that connects factory assets and feeds OT data to enterprise AI/analytics applications. Comparable as the data-fabric layer underpinning SCW.AI's IoT Hub and broader manufacturing data platform.

Market position
Strengths5 records

Each record includes

Headline, Details, Source

Weaknesses4 records

Each record includes

Headline, Details, Source

Competitive moat5 records

Each record includes

Type, Details

Key risks6 records

Each record includes

Headline, Details, Source

Key highlights7 records

Each record includes

Headline, Details, Source

Customer concentration

Classification, Details

Named customers7 records

Each record includes

Name, Industry, Type, Use case, Source, UUID

Segment1 record

Each record includes

Title, Type, Primary, Description, Pain point addressed, Use case, Source

Ideal customer profile2 records

Each record includes

Profile, Firmographic size, Sales motion, Sales cycle length, Buying structure, Purchase trigger, Buyer persona, Geography, Industry vertical, Primary use case, Description, Pain points, Evidence proof points, Target buyer

Technology focused
Yes
API detail
Has APIbool
No

Docs URL, Description

Integration3 records

Each record includes

Title, Type, Description, Source

AI capability7 records

Each record includes

Type, Description, Source

AI maturity
App detail

Has app

Feature9 records

Each record includes

Title, Differentiator, Description, Source

Core technology
Revenue estimate
Valuation estimate
Number of profiles
Profiles1 record

Each record includes

Name, Designation, Designation category, Overview, Profile commentary, Source

No data
Compliance2 records

Each record includes

Name, Class, Description

Funding overview

Funding stage, Last funding date, Total funding USD

Funding rounds

Each record includes

Round, Amount USD, Date, Pre money valuation, Total investors, Investors, News

Investors

Each record includes

Name, Type, Date of entry, Rounds participated, Website

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Each record includes

Name, Acquisition type, Announced date, Completed date, Status, Website, News

Investment

Each record includes

Name, Round, Announced date, Lead investor, Website, News

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

SCW.AI

Manufacturing Execution Softwarescw.ai

SCW.AI (Supply Chain Wizard LLC) provides a cloud-based Digital Factory Platform — OEE, Labor, Asset tracking, AI Scheduler, GMP-compliant Digital Logbook, and IoT/AI hubs — to pharmaceutical and industrial manufacturers globally, sold via direct enterprise SaaS subscriptions.

What SCW.AI does

SCW.AI (legal entity: Supply Chain Wizard LLC) is a cloud-based digital factory platform provider focused on pharmaceutical and broader manufacturing customers. The platform is organized around four solution categories — Monitoring (OEE Tracker, Labor Tracker, Asset Tracker), Execution (Action Tracker, Digital Forms), Compliance (GMP-compliant Digital Logbook), and Planning (AI Scheduler) — augmented by an AI Hub (predictive maintenance, generative AI for training content, computer vision for quality) and an IoT Hub (sensors, RFID, Bluetooth, WiFi, Modbus PLC integration). The company integrates with ERP, MES, and LIMS systems to provide end-to-end shop-floor digitalization, with claimed customer outcomes including up to 85% reduction in data entry time, 40% reduction in changeover time, and 30% reduction in unplanned downtime.

The company was founded by Evren Ozkaya, Ph.D., a former Sandoz (Novartis) supply chain transformation leader and McKinsey consultant, and is headquartered in Atlanta with additional offices in Berlin and Izmir. SCW.AI is privately held and founder-controlled, with no recorded venture capital or private equity funding disclosed in the source material, and it carries ISO 9001 and ISO/IEC 27001 certifications awarded in December 2022. Headcount sits at 51–100 employees, and the customer base includes marquee pharmaceutical manufacturers (Novo Nordisk, Mallinckrodt, Lannett, Menarini, Hikma, Kenvue, Cipla) and adjacent industrial customers (Kordsa, Axon, BP, Titan), alongside CDMOs such as Simtra BioPharma Solutions.

Revenue is generated through a quote-based enterprise SaaS subscription model, with modular pricing that lets customers subscribe to individual products (OEE Tracker, AI Scheduler, Digital Logbook, etc.) without upfront hardware investment. Distribution is exclusively direct enterprise field sales, supported by thought-leadership content marketing (SCW for Pharma podcast, blog, eBooks, ROI calculator) and active trade show participation in pharmaceutical and Pharma 4.0 events. The primary customer segment is pharmaceutical manufacturers facing low OEE (industry average 35–37%), heavy documentation burden, and regulatory pressure under cGMP, FDA, and ALCOA+ requirements.

SCW.AI firmographics

Firmographics
Name
SCW.AI
Legal name
Supply Chain Wizard LLC
Website
https://scw.ai
Company type
Private
Founded year
2022
Operating status
Operating
Headcount range
11–50 employees
Short description
SCW.AI (Supply Chain Wizard LLC) provides a cloud-based Digital Factory Platform — OEE, Labor, Asset tracking, AI Scheduler, GMP-compliant Digital Logbook, and IoT/AI hubs — to pharmaceutical and industrial manufacturers globally, sold via direct enterprise SaaS subscriptions.
Ownership category
akta.pro rank

SCW.AI industry classification

Industry
Product category
Manufacturing Execution Software
NAICS
Software Publishers (513210)
SIC
Services-Computer Integrated Systems Design (7373)
akta.pro primary industry
Industrial Automation Software (SCADA, HMI, MES, Historian) (IMAHAHAJ)

Keywords

  • Manufacturing execution software
  • Digital factory platform
  • OEE tracking software
  • Pharma 4.0 solutions
  • GMP compliance software

Where SCW.AI is headquartered

Location

Headquarters

HQ city
Atlanta
HQ country
United States
HQ region
North America

Offices3 records

Markets served

SCW.AI business model

Business model
GTM type
B2B
Offering type
Software
Cost components
Technology or R&D, Personnel, Marketing or Sales, Infrastructure, Operations

Revenue model

  1. SaaS Subscription: Cloud-based subscription model for Digital Factory Platform access. Pay-as-you-go mentality with no requirement for hardware investment, data centers, or IT infrastructure. Customers subscribe to specific modules (OEE Tracker, Labor Tracker, Scheduler, etc.) and scale up as needed.

Pricing tiers

ModelBillingPrice
SubscriptionAnnualEnterprise SaaS subscription with modular pricing

Go-to-market motion2 records

Distribution channels1 record

Marketing channels10 records

SCW.AI product offering

Product offering

Core offering

SCW.AI sells a cloud-based Digital Factory Platform that delivers end-to-end manufacturing digitalization for pharmaceutical and discrete manufacturers. The platform consists of modular solutions — OEE Tracker, Labor Tracker, Asset Tracker, AI Scheduler, Digital Logbook, Action Tracker, and Digital Forms — supported by an AI Hub and IoT Hub, sold as a SaaS subscription that requires no hardware investment and integrates with existing ERP/MES/LIMS systems.

Product overview

SCW.AI offers a cloud-based Digital Factory Platform—a unified platform-plus-modules architecture that provides end-to-end manufacturing digitalization. The core platform is organized into four solution categories (Monitoring, Execution, Compliance, Planning) plus two specialized hubs (AI Hub, IoT Hub). The Monitoring suite includes OEE Tracker, Labor Tracker, and Asset Tracker. Execution is handled by Action Tracker and Digital Forms. Compliance is addressed through the GMP-compliant Digital Logbook. Planning is served by the AI-powered Scheduler. The AI Hub provides AI-driven automation for predictive maintenance, scheduling optimization, and generative AI capabilities. The IoT Hub enables automated shop-floor data collection via sensors and connected devices. All modules share a unified data architecture and can integrate with ERP/MES/LIMS systems for cohesive workflows.

Differentiator

Problem solved

Functional benefit

Products and services

  • Digital Factory Platform Next-generation cloud-based end-to-end digital factory platform for self-driving supply chain, bundling Monitoring (OEE, Labor, Asset trackers), Execution (Action Tracker, Digital Forms), Compliance (Digital Logbook), Planning (AI Scheduler), and the AI/IoT Hubs into a unified subscription. Targets enterprise pharmaceutical and discrete manufacturers seeking transformational Year-1 outcomes.
  • OEE Tracker Real-time Overall Equipment Effectiveness (OEE) monitoring and analytics module for manufacturing lines, with waterfall analysis, global/site/line/station dashboards, and changeover reports. Designed for plant managers, continuous improvement teams, and operations leadership at pharmaceutical and discrete manufacturers.
  • Labor Tracker Real-time labor monitoring and utilization tracking module with skill matrix, weekly hours reporting, and check-in visualization on factory floor plans. Enables optimal labor scheduling, line balancing, and tailored training for manufacturing supervisors and plant managers.
  • Asset Tracker Digital real-time tracking module for shop-floor equipment and assets, monitoring status, maintenance activities, and integrating with production tracking for comprehensive operational visibility. Targeted at maintenance and reliability teams in manufacturing facilities.
  • AI Scheduler AI-powered production scheduling optimization that automates job shop scheduling for scenarios including JIT delivery, changeover minimization, OTIF maximization, and cost minimization. Optimizes production line and staff schedules; targets production planners and operations managers in manufacturing enterprises.
  • Digital Logbook GMP-compliant digital documentation solution for pharmaceutical manufacturers that replaces paper-based room logs with a smart digital interface, including automatic calculations, conditional workflows, IoT device integration, and ERP/MES/LIMS integration. Reduces data entry time by up to 85% while ensuring ALCOA+ data integrity. Built for pharma QA, regulatory affairs, and shop-floor operators.
  • Digital Forms Custom form design platform for digitally collecting shop-floor data, replacing paper-based SOPs with digital checklists, integrated documents, images, and instructional videos. Enables standardization of operational procedures on the shop floor.
  • Action Tracker AI-enhanced issue and action management solution for shop floor problem identification and resolution, replacing paper-based SQCDP meetings with digital task assignment, deadline tracking, and real-time notifications. Integrates with ERP/MES systems for continuous improvement workflows.
  • AI Hub Add-on module that instantly automates different shop-floor tasks using AI, including predictive maintenance, AI-driven scheduling, digital twins, generative AI for training material, and machine learning models for manufacturing optimization.
  • IoT Hub Add-on module that automatically collects shop-floor data via advanced IoT technology — sensors, smart devices, RFID, Bluetooth, and WiFi — delivering machine, production, and labor data into the Digital Factory Platform.

Quantifiable outcome

  • Production cost reduction up to 50%
  • +5 more outcomes

Companies that use SCW.AI

Customer profile

Named customers7 records

Segments1 record

Ideal customer profiles2 records

SCW.AI technology and API

Technology

Technology focussed Yes

API detail

Has API
No
API docs
API detail

Core technology

AI maturity

App detail

Integration3 records

AI capability7 records

Feature9 records

SCW.AI partnerships and signals

Strategic signal

Partnerships

Four partnerships are on record, tiered core, major and minor.

  • Simtra BioPharma SolutionscoreStrategic or Co-development Partner · 19 May 2026Co-innovation partnership to digitize manufacturing operations at Simtra's Bloomington facility. SCW.AI's Digital Factory solutions are being implemented to enhance operational visibility, OEE tracking, and production optimization for Simtra's pharmaceutical manufacturing operations.
  • PharmaPhixxcoreImplementation/ SI/ Consulting Partner · 14 April 2026Strategic partnership integrating SCW.AI's Digital Factory Platform with PharmaPhixx's nationwide network of over 30 expert engineers. Provides pharmaceutical manufacturers with real-time visibility backed by rapid operational support. Enables faster deployment across multiple sites, real-time repair/maintenance service requests embedded in SCW.AI interface, and U.S.-based technicians available on-site within 48 hours.
  • Asteria HealthmajorStrategic or Co-development Partner · 1 August 2025Partnership to launch a data-driven 503B manufacturing facility in Birmingham, Alabama. SCW.AI provides digital factory technology and expertise to support the new facility's operational excellence and compliance requirements.
  • Medicines for EuropeminorStrategic or Co-development PartnerCollaborative content partnership producing joint article on 'Securing Europe's Medicine Supply: Can Factory Modernization Deliver Supply Resilience Under the Critical Medicines Act?' addressing EU pharmaceutical supply chain challenges.

Scale indicators10 records

Recent moves6 records

Expansion highlights6 records

SCW.AI competitors and assessment

Company assessment

Broad incumbents

  • Siemens Opcenter (Siemens Digital Industries): Siemens Opcenter / SIMATIC IT is a long-established MES suite within Siemens Xcelerator portfolio. Comparable as the incumbent alternative for buyers evaluating SCW.AI, though typically bundled with broader Siemens automation stacks rather than deployed as a standalone cloud SaaS.
  • AVEVA: AVEVA offers a broad industrial software portfolio including MES, historian, and unified supply chain modules used by large manufacturers. Comparable as a broader incumbent alternative to SCW.AI's MES-adjacent stack, particularly in process manufacturing.

Direct peers

  • Sight Machine: Sight Machine is a manufacturing analytics platform that turns plant-floor data into real-time production analytics and OEE visibility. It is the closest direct peer to SCW.AI's factory-analytics positioning, with overlapping buyer personas (operations and continuous improvement leaders) and similar cloud-based data ingestion model.
  • MachineMetrics: MachineMetrics provides real-time OEE, machine monitoring, and predictive analytics for discrete manufacturers via an IoT + SaaS stack. Directly comparable to SCW.AI's OEE Tracker and IoT Hub combination, especially in pharma-adjacent industrial verticals.
  • Tulip Interfaces: Tulip offers a frontline operations platform combining connected operator apps, machine connectivity, and no-code app building for manufacturers. Highly comparable to SCW.AI's combination of Digital Forms, Action Tracker, and IoT Hub, with overlap in life-sciences customers.
  • Critical Manufacturing: Critical Manufacturing provides a MES specifically designed for regulated industries including pharmaceuticals, semiconductors, and medical devices. The most direct regulated-MES competitor to SCW.AI's pharma compliance and planning stack.
  • Bright Machines: Bright Machines delivers software-defined manufacturing and AI-driven factory analytics, combining MES-like functionality with intelligent automation. Comparable in offering a software-led digital factory platform with analytics and orchestration capabilities.
  • Litmus Automation: Litmus provides an industrial edge / unified namespace platform that connects factory assets and feeds OT data to enterprise AI/analytics applications. Comparable as the data-fabric layer underpinning SCW.AI's IoT Hub and broader manufacturing data platform.

Emerging players

  • Poka: Poka is a connected-worker platform that digitizes SOPs, training, and frontline knowledge sharing in manufacturing. Closely comparable to SCW.AI's Digital Forms, Digital Logbook, and training-related capabilities in pharma and discrete manufacturing.
  • Augury: Augury applies AI to machine health and process optimization for industrial equipment, predicting failures and yield issues. Adjacent to SCW.AI's predictive maintenance and AI Hub, though Augury focuses on asset-condition rather than full factory operations.

Market position

Strengths5 records

Weaknesses4 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

SCW.AI social profiles

Digital presence

SCW.AI compliance and trust

Trust signal

Compliance2 records

SCW.AI financial estimates

Financial estimate

Revenue estimate

Valuation estimate

SCW.AI leadership team

Management profile

Number of profiles

Profiles1 record

SCW.AI funding detail

Funding detail

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

SCW.AI M&A and investment

M&A and investment

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about SCW.AI

What does SCW.AI do?

SCW.AI sells a cloud-based Digital Factory Platform that delivers end-to-end manufacturing digitalization for pharmaceutical and discrete manufacturers. The platform consists of modular solutions — OEE Tracker, Labor Tracker, Asset Tracker, AI Scheduler, Digital Logbook, Action Tracker, and Digital Forms — supported by an AI Hub and IoT Hub, sold as a SaaS subscription that requires no hardware investment and integrates with existing ERP/MES/LIMS systems.

Is SCW.AI a public or private company?

SCW.AI is a private company. It is classified as founder individual operated bootstrapped and is currently operating.

When was SCW.AI founded?

SCW.AI was founded in 2022. It employs 11 to 50 people.

Where is SCW.AI based?

SCW.AI is headquartered in Atlanta, United States, in the North America region.

How does SCW.AI make money?

One revenue line is on record: saaS Subscription.

Who are SCW.AI's main competitors?

Broad incumbents on record are Siemens Opcenter (Siemens Digital Industries) and AVEVA. Direct peers are Sight Machine, MachineMetrics, Tulip Interfaces, Critical Manufacturing, Bright Machines and Litmus Automation. Emerging players are Poka and Augury.

Does SCW.AI have an API?

No public API is recorded for SCW.AI.

What industry is SCW.AI in?

SCW.AI's product category is Manufacturing Execution Software. Its primary akta.pro industry code is IMAHAHAJ, Industrial Automation Software (SCADA, HMI, MES, Historian). Its NAICS code is 513210 and its SIC code is 7373.

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Live signals
EIN PresswireSCW.AI Assembles Industry Advisory Board to Accelerate Modernization of Pharma ManufacturingSCW.AI announced the assembly of an industry advisory board to guide its mission to modernize pharmaceutical manufacturing. The board includes leaders from PAI Pharma, restor3d, Sandoz, and McKinsey, among others. The company aims to help manufacturers accelerate digital transformation and scale toward data-governed operations.EIN PresswireSCW.AI and Simtra BioPharma Solutions Announce Co-Innovation Partnership for Digital Factory TransformationSCW.AI and Simtra BioPharma Solutions announced a co-innovation partnership to modernize their Bloomington and Halle factories using SCW.AI's Digital Factory Platform. The partnership includes Monitoring Solutions for real-time OEE and workforce tracking, with a roadmap to a paperless factory and advanced AI automation.ScwUnlock India’s Pharma Future: A Roadmap for CDMO LeadersThis blog post from SCW.AI presents a strategic overview of India's Contract Development and Manufacturing Organization (CDMO) market, which reportedly doubled in size between 2019 and 2023 to reach approximately $20 billion with an 18% compound annual growth rate. The article discusses growth drivers including global supply chain diversification away from China, Pharma 4.0 technology adoption, government incentives such as PLI schemes, and rising domestic pharmaceutical demand, while also acknowledging key challenges such as 75% reliance on Chinese APIs, capacity constraints, and regulatory compliance. SCW.AI, a digital transformation solutions provider, uses this market analysis to promote its white paper and Digital Factory Platform designed for pharmaceutical manufacturers.ScwSCW.AI’s Production Scheduling Software for ManufacturersSCW.AI is promoting its AI-driven production scheduling software, which claims to reduce manufacturing costs by up to 20% and optimize various operational metrics such as Just-in-Time delivery and changeover times. The article highlights the tool's ability to integrate real-time data with human planning expertise through simulation capabilities and real-time KPI monitoring to enhance factory efficiency.ScwScheduling Optimization for Manufacturers: Result Comparison With SimulationsSCW.AI’s AI Scheduler facilitates manufacturing scheduling optimization through automated simulations that allow managers to evaluate multiple scenarios based on specific business objectives. The tool enhances manufacturing performance by improving KPIs such as OEE and OTIF delivery through dynamic and agile scheduling practices. By leveraging AI-driven algorithms, manufacturers can refine their schedules in real-time and effectively respond to operational changes and constraints.ScwManufacturing Analytics: Leverage Your Data to Optimize OperationsThe article outlines the benefits and implementation roadmap for manufacturing analytics, citing a McKinsey study that suggests data utilization can increase EBITDA by approximately 10%. It details specific use cases such as OEE analysis, predictive maintenance, and AI scheduling to enhance productivity and reduce costs. The piece concludes with best practices for selecting vendors and highlights SCW.AI's cloud-based platform as a solution provider.ScwWorld Class OEE in Pharma: A Benchmarking Analysis for 2026A benchmarking analysis reveals that the pharmaceutical industry's average Overall Equipment Effectiveness (OEE) is approximately 35-37%, significantly below the 60% target, with digitized factories achieving scores 1.75 times higher. The study identifies that enhancing efficiency through digital technologies can increase throughput by up to 60% without new capital investments, potentially yielding $14-$16 million annually for large factories. SCW.AI is presented as a provider of support and tools to help manufacturers achieve world-class OEE standards of around 70%.ScwHow to Reduce Changeover Time in Pharma ManufacturingSCW.AI published a guide detailing strategies to reduce changeover time in pharmaceutical manufacturing, aiming to minimize downtime and improve Overall Equipment Effectiveness (OEE). The article outlines methods such as implementing the Single-Minute Exchange of Die (SMED) framework, classifying changeovers by complexity, and utilizing data-driven analysis to optimize production scheduling.WebrazziSupply Chain Wizard, A serisi yatırım turunu 10 milyon dolar ile tamamladıSupply Chain Wizard completed its Series A funding round, raising $10 million led by Panoramic Ventures. The investment includes participation from Sabancı Ventures, Birthing of Giants, and Cenk Coşkuntürk to support the company's digital factory platform for manufacturing clients. SCW.AI aims to use these funds to enhance its software and expand into new markets globally.EIN PresswireSCW.AI Announces $10M Series A Funding Led by Panoramic VenturesSCW.AI has raised a $10 million Series A funding round led by Panoramic Ventures, with participation from Sabanci Ventures, Birthing of Giants, and Cenk Coskunturk. The company plans to use the capital to expand its digital factory platform, particularly within the pharmaceutical manufacturing sector, to help manufacturers achieve greater automation and supply chain visibility. This investment marks a strategic move for SCW.AI following its spin-off from Supply Chain Wizard to operate as an independent SaaS provider.